---
title: Bridge Your Industry 4.0 + Integration Capability Gaps | Rayven
description: Bridge your software's Industry 4.0, real-time data + integration capability gaps, simply, by reinforcing your existing tech or leveraging syndicated apps.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Vibration-waves.jpg
---

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

- [ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

[ Platform ](https://www.rayven.io/platform)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

[ Services ](https://www.rayven.io/services)

[ Partner ](https://www.rayven.io/partners)

[ Resources ](https://www.rayven.io/blog)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBIZcp8Q%2BUywdXeffcQD8hGfQDhd2%2B%2FSWCmQJSR%2Bqho7BA7YZ5onrJeGG%2Ff%2FUsGugl6CEzMNpM%2F%2F8Td7E2CMvtwEl7xzzyjwhpeJUgJXpwzwShIYK6qkONVDE7BPfwMYXxCw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBIZcp8Q%2BUywdXeffcQD8hGfQDhd2%2B%2FSWCmQJSR%2Bqho7BA7YZ5onrJeGG%2Ff%2FUsGugl6CEzMNpM%2F%2F8Td7E2CMvtwEl7xzzyjwhpeJUgJXpwzwShIYK6qkONVDE7BPfwMYXxCw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

 

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

[![ACCOUNTANCY SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLICF8jlYRSQFQO1jGiUTRofX7d44Qe9bs1bubrKY%2Fm1BxXd2Y2f%2BH9AbgSkRYjRu6DP567R27UYINR2UturV4eAKT6iX3mFfl9Bki0fri3Opqo0ew3aDsXq2Krki%2FXuU5MwIAsrKX8wZim93awH5QGm8kyxd56uWOdStYvSwKOgRhiNkDTze5boxOqE0H61ue0Lxyela0Sm7txKwIA6tg%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKF5QSEy5JW3XQ3NBnxEzMK3frkQthx4qaoQ5nDyWklzKZ5lFPpGj21U28xRma1NS%2FYMbyhpSV5Rx11l4enqPcjPflKhtZ46%2BAQkEbkMA9hMDxgKv2oMZ9mW%2B4YtlEn2yD7%2BGAYEIx262uco%2FghE88Qkof4VKbs5WS%2BeOhGrkxWvrvDK9K5pZgXuXVQnFXAopqMzK9wjSBTUQ%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKtYhNpU7Qkz4j%2BRlM8uy3NjZAA5UHujmBGHstSjlNmLV2wMrhaAWLB3QVfWflwWAwQPrxKSRsMZ3t4ruCjwUseVID%2BrRk232LB6HxYvApiNU%2F8RGOb9ON2QxqmxqqrPWe1PolyLHVkZEKg%2F1HMmashs9rzp8KiBx2RSDmCXuPB%2B%2BHJ9ADHXft3S1XXqdLL9fTTxuBwbxvL6w%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJy2OfbY3vy6sZ2C8EQpHIE3fYaIJIh98hcCNnatinm43r5dAC3tBIOqXi6BmblnXh%2FcDbUfn28DVp51yZgupw6TJF1pg9CVcV%2BbYCvcBJDVHBmOL4wEjJaYReaIi4kvQqVHPPvER38%2FrsmJnLfhY8i7kP83nH44LTp80ewFUIDqh7Cjm84ipABZQUgCl30%2F22UzdDe102QSMTp60VI57k%3D&webInteractiveContentId=212194125581&portalId=8302174)

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKaBdRegCshNxhfGwrMJ8%2Bz39dwidrk0wszrFeePZpCHIaTveU0FDH8iHx3HCOPUKYPnQ0ENvmvek4m6YX0bIZpjw8LILmdYTCAFbTkJCLk0cJdI%2FJUySmkoIA2lSS%2BTknnjIwTvOfUOZbEzRVAQAAjBjjllezSofPE5zRuCAMTLdPL7GLFsse6bkIsFNXrXjxin0EldbDF2%2FTa%2Bh0%3D&webInteractiveContentId=185830583147&portalId=8302174)

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAcVlONA55%2FyHmhP3RoeBR2KcS4AIGUOMTdrVXp0q7Ycwvi9CKurG6TlVZvPQ5Wlwsao4iyvjuC12L7fEQbweBJu2eWiG141jQjXEGflv9SrhGY9g9LK8%2ByOQo%2FwnFpegSxBSAWoa85FEdUVCykdrZ2%2B%2Bl%2F0ijcTiUkJTIFBiJHzd3mwqQKvzxLr8Hm55gVJCmqsd3w565Soulnc6BG30oJA%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIpVyE2PpisRvike8Hr%2Fs4NB4oLAF3Zqk5NXwX04S2PDoj2yqv3asVQ3DkAqurC8Qe%2FQpwQ1MPF%2BZawFmsbRwWcc0YuqSbZZhx4U%2FBFceOz6ApA5x5pOV6PlmjBJ5PZ%2FyXg9fk0jk8mmFZPxXb1e6RFPLjpoZ383N80QCCwch5wPdRo0FcbpkUPclaD3uPnLvk8g5sTQQ4YK5vafDIm8FLiheA%3D&webInteractiveContentId=185830583197&portalId=8302174)

[![FACILITY + SITE MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIaSegNGYQYUSKLI8kC7J%2FDYFaqh7nBgwr50zswfRbCXsaExzK2R82oFq0s5HSX5UOsGlGR5mGE%2BGz5O5u81FaJGU7g8OrUg75YTf6KPGMlGEoF52DMCglbM1tnvMGnpiLa7Y5NJjojxNXLezh380KGytWVyjiHSHn5%2BdfX8UctC9xPm8VTwpgtpzjmHE5wifFWhoZ951X6ax3DmdOSv9c%3D&webInteractiveContentId=185830583348&portalId=8302174)

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJe%2BZWExP7Or%2FxZuHTdC6DEywgaQcuMN2yRHK8xFAgTzClR5%2F5ka8eJJbvQngFi3y63Fkjhb3XF1NbiNbZJcxkqYNMOdOByIXnM6KIQtf1O3yd5eKWm%2Fp5ADcfEgQklvJgAppNf7jmB%2BbXsycbsHtTkrWn0%2FB69%2B4vananQNb9MrykiQGS3YdIUtCAW%2FR7VLWjeEWwVwn90SgeTT1sH%2Fg%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKhTla4SluHEs9VuXjse1Q91%2BPPXaBanwKpT7rIhvxlPpG5xh5W%2BdrwOkSBmGjQJ3yB%2FUGhQrEeIF4IZrH6LJ7SdiqkpcvnNuTC0QpWKLuITwPPjkVQai%2BId4q3leU%2Bn%2FtL7CiELA8g%2B%2FHjDRr8ZSM0PEBqV2MysMugidH9Licxtsa%2FC9TG99DG%2FWUNBchg2UBrOR3dA5PJiHQupraj6rMgo2uSpQLvazD5et509I4TTA%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL38zgGP1A8CB0jJAyhZoF7k1ismFjbfqnyjlHCJxqI%2FoDmgJgjoKbgEXzw%2B6ylPrILFBtk8W3uJDKwkAhFqy%2FftufvFLgWT%2BDcJDwS%2BQF3O00QLfDj2tnsMBHkP3VCy98SYy9f8HWWWKsFqXb75htuzd%2B9f9Z1MaEWWUVAwmIBGHODl%2BU1bpRz1BKrYRq4gJPqk3WSl1354qZCS5zqQxP2&webInteractiveContentId=212252970021&portalId=8302174)

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLItIP1lUtm%2FsZsSerNk1lr9r%2B0t5rcvx4XTpiXS6dxwIwDSd2V7d1enUHndEijLIfR%2BON7em4xLazqGL2TcuxXKVhuDXYQnC1KIyViiZpvW9fhaGjvfwVuBPt7N7VZOvGFZrlC%2BNzTLl65tJHF32qQYhWXXfs6r%2FdzF0s59A1Gb6%2FTrFig0upP2XxOmI%2FWK7L8XsfqDyfWokDSJt%2BLr6mGnrQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLeUVbPv3oN5fRTjsnrLsiTUzOs2oQHMpm7ecSWdRg99Kfi6cnyAolActblZifrLLdK7GO0tX98xiEm5RRy5izlEDaXApOqcyJX2Ax6Zom1u6Lv5w65GYXEdEExk9k7tytuyefZTgXf1oBefWLBPQe3I94ZeWOZ6hsU0tmGXhWtv7mQIAG8%2BcGlYpzJ2L8kXFlYHx5M0WbyJ1G8DW0zd4hybNuAEHs%3D&webInteractiveContentId=209889313868&portalId=8302174)

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKz1yxT7UyQEnqUZgbMXFMC%2BXpjvVl25ZUruAkxUu%2FdNV4VMGP3LhzIJSHjbjLKPZbsXQKgWLJCRiHaTLIONnvvNz3G7lXyHyPE3r5zEh9q4hLmOodj7uMWO7w1Y5SHMQBpD0%2F%2Bq%2FcqcY9lk0wdjM131%2BqGRqrTUb3PiNLNxiqFw2DsHPHIBf1VopXsvpL%2BPp42vMtWbpySAX%2BAEijwXWk%3D&webInteractiveContentId=212252992321&portalId=8302174)

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIDXbyLLlUXYE49Xr9fxNkXifNJJLjPVC%2BciITY6vM9dMsjj08CQaQI0TBwA%2Btu5x4F4kdI6tVP8z%2F4x8N19%2B85FLnMZytUbz%2FfXiKd2u7F9f5BxWAnOnho2lOloIc8dTky5Jy0tYmlAuKtRfP%2F1sZ%2BjhyxWNOK4nEsahrDsXNB3USsI45sGS2uidWCRZHtOkZlbLXgB24furc%3D&webInteractiveContentId=185830583392&portalId=8302174)

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKsmojyItK6YjHAAOnoXyolskTwpnVA2bgPFh6FuwHJhW1yH%2FwnrbUntVkFAbpHxMcCA%2BudmW6L9QBXwRL4EWRviK5qUaoJwCcjQ5uQTxRrkzI9MgYzH%2F3ODinyvZ8FLdp%2FeBWELHA5MMWJDF4eNQZpmm82XbAg9YVN3kfY5aMngX0jWWcWEXQCED07nvTYIf9KRA%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBTUZT8Bw8KkKo%2BtmGhDgSZnfDkPREUHYZaHOcrwb%2BdV9wctUuit2o6ggWRMIRe8jJgjs%2FJ3ouabjjp4xkzmxeR49z2CXLhnwfVplCpKT591yk4T2kJB95qBvFB5n%2F%2FAj3%2BuB1E6xEknO5yoKchur9W4EBU6cv0t6m7a81c5NJZf64WAVqpDeaxLG7w84%2FO2uN&webInteractiveContentId=212411106068&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ2UTf0JnPU1kEDU8knShBoxg9GDa8Wr14JEKqy4nZBtyv%2BCJ91Wx1KgSl4ZI%2FwVSLM0xy65ICERVoLkwQzJdCDGFUhtbgGRBVo59ARPT7on4qViTcNJZn0AmBTEUjiX63iZcwYzepgxLdO7PnbBj86bDJDW%2FEnEcIXVa%2BdYRXFqyGQXap8%2FJ%2B1FAceAKft9ZSbpX%2FG9NQmuQ%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJQyGsjDaLLIeNGHhZ9sJ8kTYyoo6T9y0iaHIT8vjYhWWkdIkc%2BLlbGRIxJ3AIcF0EyqyNSo5mfaxcWo6kLvgGZ%2FfIq9AX5TCQTjNSb4O38cke0rQHG9fE4rdCbrciGOpald2m1usujoyrr9Op3Pm2S0OBVHnW51kD5X9jlE1kbE%2BoTLl2F0I5JJUNMley%2Bt%2F4SXY5peYb5KVW2D7eo%2FRAdq2ZCPH8%3D&webInteractiveContentId=212252923295&portalId=8302174)

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKJ5EEp0S5AEx2mDQX3SnWs3mswo9GCdpo2TyfTBTKV%2BUOzBWm9doNu3BHpljUOBmLueRQvlZus%2B9zUxjXchVAbhFJw9wZ58a4jLHp%2B5uQ8EYhe9ij3Sjik6JuodoWbzjts%2Fy4naxC6RgZSp%2FkpRDMbYTNn9cMZ93qi1CgZyiisV%2F8xmlKuaNTI9zrZKgVi2L0squk5gDAki0xAAKdd9fFqqin0pJlJyQ8%3D&webInteractiveContentId=212198816260&portalId=8302174)

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIR39EOQapZekIK1jqoIbZ9%2FO1e1yl%2BOWZbxyXYTvgErZA4X3zKjXR1rG%2Bmmv8slm5Mqw5bN9xpijxxwCNAmfmrNUMDkgGpYCYRi3TYn8cLGK7Kam%2FvyFFGNz4MNly3nigsvZZlrIEdxoPyzSEBuma6K4wNUBJ9%2FYNMpvcOJFckrYvPwREDdaNGhVAIb%2Br9uGeEOoNbUDaoUDr0bxn1WLEbhnl7z7s%3D&webInteractiveContentId=185825394774&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ2UTf0JnPU1kEDU8knShBoxg9GDa8Wr14JEKqy4nZBtyv%2BCJ91Wx1KgSl4ZI%2FwVSLM0xy65ICERVoLkwQzJdCDGFUhtbgGRBVo59ARPT7on4qViTcNJZn0AmBTEUjiX63iZcwYzepgxLdO7PnbBj86bDJDW%2FEnEcIXVa%2BdYRXFqyGQXap8%2FJ%2B1FAceAKft9ZSbpX%2FG9NQmuQ%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJu8ihVFeUNyyKa%2FAOwYZdfSjnhpTaR%2BrJcDHz5AaxgAIvOEAbeb59GSYlw0l2PokMRf7YSyi%2B9a44JonYto0MuQjcki0raDNmEy1u4%2F3XsGTlvglnzlKMrr8D16bcsJkpyXWFU5F2U8v1ji%2BIdkk8z0w3v6%2FfHZ2eXj93nPFaZRHdMV2mT0SRwoHyCj25XMTtrFMejVm5ykTut72Y%3D&webInteractiveContentId=210017685433&portalId=8302174)

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIDaSg8PVIgWGMqSCnDnZjzx0URHDA%2Fe%2BnI6AdsPlTiySvT7XWMSpzP9HoXrDir8XViL8ZlJ3qbUf9jNbNpzKq5pFPnKoRslxKEXlQh%2FsVr%2F%2Bi5mrCwyuxXPDDqvqREBgR41cLP69jievjE99YK7YpvNUaepL9hiG8m9BNAQ1alfg%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKI3dlTyHbUCoT4PXQV59e2pWGKm84T4fTHPD8W5wanwy72umpUu4n%2FKKf1Q3lpSZQ%2FV2JMU%2F7RqvQD6%2BJhmSgFXGoY1NM6D5q8%2FCJJ%2FRT0SDgvw4vM1p305SLlwlQIu5X0eoA54JaCsg3X0qCjuYiKWjZnAP4wes9pkzyt1CBBsBB4WwvojV38xdvtZQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJlWWihuM2xWaABC4K8GmHb9iCMYOiT0ceabu1iFtZ0MhvKCut1ylH35875RprydsYP%2BrCV%2FuZnl14%2FuoHFcX5PAUb5MweUt%2FB8D5UgxA7lQBS3OMbolCIPa%2FQMkDGF7TIqFukT3Jx1ayfkNQAXc8KaH9yHi9BqUZ65kokB&webInteractiveContentId=185786401415&portalId=8302174)

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLpvUul%2BXtb73Hg92%2BIpH5L%2Bi42pjO27ERJ1cqvBMD519hFhshwQcJKwXnXmWInHvts1H5NozbZs%2BqhOTGGdwv%2FRTJIOxpqiGIxOca3f2H4ESvig1HlgGMcao4mHkNmwrGzUw0K2id6oC3qN9lPtf8b76Elkv1UMkPkoJy17wOxA9odxlHCcCATKQ%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLS8IJJGOyw02slBsJhm2MfvuPCsbq%2BvhTUplzepROLKPEAFsh6EAVWF%2FIWBhKS5FC1QHE4aOb181wmVl42pKzpq1vT8Im4wdfHt8Yqn3g0r6nzrPUiK9LGOncv94JmlPZoqmdks6Izbzww%2BG9FaS6mdQFcWKZmTS8BM%2B1u%2BQgpzjOJrpfX1jdrxyt5bf7V4YClmwk9Nw%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ%2FXRVrvV7BpxeuEQXROB0CB5Yk4qzLwVy7bswniF6tBTbUL4sHCBLEIx6UltZbefKMLFkEuACtpua1W%2B5pwtLNswf8AwvOARGD68UBEtalbR%2Fxs6b%2FYmjD3QHm99HGkIYD2KQ3EtIJ3eQe4fuqBKKbPXLABcfLreE5I14ZK%2BoQDOLJ0NozR8t6tw%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

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**

[ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

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[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

**

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

**

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

**

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

**

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBIZcp8Q%2BUywdXeffcQD8hGfQDhd2%2B%2FSWCmQJSR%2Bqho7BA7YZ5onrJeGG%2Ff%2FUsGugl6CEzMNpM%2F%2F8Td7E2CMvtwEl7xzzyjwhpeJUgJXpwzwShIYK6qkONVDE7BPfwMYXxCw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Platform ](https://www.rayven.io/platform)

**

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

**

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

**

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

**

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

**

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

**

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

**

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBIZcp8Q%2BUywdXeffcQD8hGfQDhd2%2B%2FSWCmQJSR%2Bqho7BA7YZ5onrJeGG%2Ff%2FUsGugl6CEzMNpM%2F%2F8Td7E2CMvtwEl7xzzyjwhpeJUgJXpwzwShIYK6qkONVDE7BPfwMYXxCw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

**

### Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

**

[![ACCOUNTANCY&nbsp;SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLICF8jlYRSQFQO1jGiUTRofX7d44Qe9bs1bubrKY%2Fm1BxXd2Y2f%2BH9AbgSkRYjRu6DP567R27UYINR2UturV4eAKT6iX3mFfl9Bki0fri3Opqo0ew3aDsXq2Krki%2FXuU5MwIAsrKX8wZim93awH5QGm8kyxd56uWOdStYvSwKOgRhiNkDTze5boxOqE0H61ue0Lxyela0Sm7txKwIA6tg%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

**

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKF5QSEy5JW3XQ3NBnxEzMK3frkQthx4qaoQ5nDyWklzKZ5lFPpGj21U28xRma1NS%2FYMbyhpSV5Rx11l4enqPcjPflKhtZ46%2BAQkEbkMA9hMDxgKv2oMZ9mW%2B4YtlEn2yD7%2BGAYEIx262uco%2FghE88Qkof4VKbs5WS%2BeOhGrkxWvrvDK9K5pZgXuXVQnFXAopqMzK9wjSBTUQ%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

**

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKtYhNpU7Qkz4j%2BRlM8uy3NjZAA5UHujmBGHstSjlNmLV2wMrhaAWLB3QVfWflwWAwQPrxKSRsMZ3t4ruCjwUseVID%2BrRk232LB6HxYvApiNU%2F8RGOb9ON2QxqmxqqrPWe1PolyLHVkZEKg%2F1HMmashs9rzp8KiBx2RSDmCXuPB%2B%2BHJ9ADHXft3S1XXqdLL9fTTxuBwbxvL6w%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

**

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJy2OfbY3vy6sZ2C8EQpHIE3fYaIJIh98hcCNnatinm43r5dAC3tBIOqXi6BmblnXh%2FcDbUfn28DVp51yZgupw6TJF1pg9CVcV%2BbYCvcBJDVHBmOL4wEjJaYReaIi4kvQqVHPPvER38%2FrsmJnLfhY8i7kP83nH44LTp80ewFUIDqh7Cjm84ipABZQUgCl30%2F22UzdDe102QSMTp60VI57k%3D&webInteractiveContentId=212194125581&portalId=8302174)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

**

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKaBdRegCshNxhfGwrMJ8%2Bz39dwidrk0wszrFeePZpCHIaTveU0FDH8iHx3HCOPUKYPnQ0ENvmvek4m6YX0bIZpjw8LILmdYTCAFbTkJCLk0cJdI%2FJUySmkoIA2lSS%2BTknnjIwTvOfUOZbEzRVAQAAjBjjllezSofPE5zRuCAMTLdPL7GLFsse6bkIsFNXrXjxin0EldbDF2%2FTa%2Bh0%3D&webInteractiveContentId=185830583147&portalId=8302174)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

**

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAcVlONA55%2FyHmhP3RoeBR2KcS4AIGUOMTdrVXp0q7Ycwvi9CKurG6TlVZvPQ5Wlwsao4iyvjuC12L7fEQbweBJu2eWiG141jQjXEGflv9SrhGY9g9LK8%2ByOQo%2FwnFpegSxBSAWoa85FEdUVCykdrZ2%2B%2Bl%2F0ijcTiUkJTIFBiJHzd3mwqQKvzxLr8Hm55gVJCmqsd3w565Soulnc6BG30oJA%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

**

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIpVyE2PpisRvike8Hr%2Fs4NB4oLAF3Zqk5NXwX04S2PDoj2yqv3asVQ3DkAqurC8Qe%2FQpwQ1MPF%2BZawFmsbRwWcc0YuqSbZZhx4U%2FBFceOz6ApA5x5pOV6PlmjBJ5PZ%2FyXg9fk0jk8mmFZPxXb1e6RFPLjpoZ383N80QCCwch5wPdRo0FcbpkUPclaD3uPnLvk8g5sTQQ4YK5vafDIm8FLiheA%3D&webInteractiveContentId=185830583197&portalId=8302174)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

**

[![FACILITY + SITE&nbsp;MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIaSegNGYQYUSKLI8kC7J%2FDYFaqh7nBgwr50zswfRbCXsaExzK2R82oFq0s5HSX5UOsGlGR5mGE%2BGz5O5u81FaJGU7g8OrUg75YTf6KPGMlGEoF52DMCglbM1tnvMGnpiLa7Y5NJjojxNXLezh380KGytWVyjiHSHn5%2BdfX8UctC9xPm8VTwpgtpzjmHE5wifFWhoZ951X6ax3DmdOSv9c%3D&webInteractiveContentId=185830583348&portalId=8302174)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

**

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJe%2BZWExP7Or%2FxZuHTdC6DEywgaQcuMN2yRHK8xFAgTzClR5%2F5ka8eJJbvQngFi3y63Fkjhb3XF1NbiNbZJcxkqYNMOdOByIXnM6KIQtf1O3yd5eKWm%2Fp5ADcfEgQklvJgAppNf7jmB%2BbXsycbsHtTkrWn0%2FB69%2B4vananQNb9MrykiQGS3YdIUtCAW%2FR7VLWjeEWwVwn90SgeTT1sH%2Fg%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

**

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKhTla4SluHEs9VuXjse1Q91%2BPPXaBanwKpT7rIhvxlPpG5xh5W%2BdrwOkSBmGjQJ3yB%2FUGhQrEeIF4IZrH6LJ7SdiqkpcvnNuTC0QpWKLuITwPPjkVQai%2BId4q3leU%2Bn%2FtL7CiELA8g%2B%2FHjDRr8ZSM0PEBqV2MysMugidH9Licxtsa%2FC9TG99DG%2FWUNBchg2UBrOR3dA5PJiHQupraj6rMgo2uSpQLvazD5et509I4TTA%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

**

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL38zgGP1A8CB0jJAyhZoF7k1ismFjbfqnyjlHCJxqI%2FoDmgJgjoKbgEXzw%2B6ylPrILFBtk8W3uJDKwkAhFqy%2FftufvFLgWT%2BDcJDwS%2BQF3O00QLfDj2tnsMBHkP3VCy98SYy9f8HWWWKsFqXb75htuzd%2B9f9Z1MaEWWUVAwmIBGHODl%2BU1bpRz1BKrYRq4gJPqk3WSl1354qZCS5zqQxP2&webInteractiveContentId=212252970021&portalId=8302174)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

**

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLItIP1lUtm%2FsZsSerNk1lr9r%2B0t5rcvx4XTpiXS6dxwIwDSd2V7d1enUHndEijLIfR%2BON7em4xLazqGL2TcuxXKVhuDXYQnC1KIyViiZpvW9fhaGjvfwVuBPt7N7VZOvGFZrlC%2BNzTLl65tJHF32qQYhWXXfs6r%2FdzF0s59A1Gb6%2FTrFig0upP2XxOmI%2FWK7L8XsfqDyfWokDSJt%2BLr6mGnrQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

**

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLeUVbPv3oN5fRTjsnrLsiTUzOs2oQHMpm7ecSWdRg99Kfi6cnyAolActblZifrLLdK7GO0tX98xiEm5RRy5izlEDaXApOqcyJX2Ax6Zom1u6Lv5w65GYXEdEExk9k7tytuyefZTgXf1oBefWLBPQe3I94ZeWOZ6hsU0tmGXhWtv7mQIAG8%2BcGlYpzJ2L8kXFlYHx5M0WbyJ1G8DW0zd4hybNuAEHs%3D&webInteractiveContentId=209889313868&portalId=8302174)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

**

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKz1yxT7UyQEnqUZgbMXFMC%2BXpjvVl25ZUruAkxUu%2FdNV4VMGP3LhzIJSHjbjLKPZbsXQKgWLJCRiHaTLIONnvvNz3G7lXyHyPE3r5zEh9q4hLmOodj7uMWO7w1Y5SHMQBpD0%2F%2Bq%2FcqcY9lk0wdjM131%2BqGRqrTUb3PiNLNxiqFw2DsHPHIBf1VopXsvpL%2BPp42vMtWbpySAX%2BAEijwXWk%3D&webInteractiveContentId=212252992321&portalId=8302174)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

**

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIDXbyLLlUXYE49Xr9fxNkXifNJJLjPVC%2BciITY6vM9dMsjj08CQaQI0TBwA%2Btu5x4F4kdI6tVP8z%2F4x8N19%2B85FLnMZytUbz%2FfXiKd2u7F9f5BxWAnOnho2lOloIc8dTky5Jy0tYmlAuKtRfP%2F1sZ%2BjhyxWNOK4nEsahrDsXNB3USsI45sGS2uidWCRZHtOkZlbLXgB24furc%3D&webInteractiveContentId=185830583392&portalId=8302174)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

**

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKsmojyItK6YjHAAOnoXyolskTwpnVA2bgPFh6FuwHJhW1yH%2FwnrbUntVkFAbpHxMcCA%2BudmW6L9QBXwRL4EWRviK5qUaoJwCcjQ5uQTxRrkzI9MgYzH%2F3ODinyvZ8FLdp%2FeBWELHA5MMWJDF4eNQZpmm82XbAg9YVN3kfY5aMngX0jWWcWEXQCED07nvTYIf9KRA%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

**

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLBTUZT8Bw8KkKo%2BtmGhDgSZnfDkPREUHYZaHOcrwb%2BdV9wctUuit2o6ggWRMIRe8jJgjs%2FJ3ouabjjp4xkzmxeR49z2CXLhnwfVplCpKT591yk4T2kJB95qBvFB5n%2F%2FAj3%2BuB1E6xEknO5yoKchur9W4EBU6cv0t6m7a81c5NJZf64WAVqpDeaxLG7w84%2FO2uN&webInteractiveContentId=212411106068&portalId=8302174)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ2UTf0JnPU1kEDU8knShBoxg9GDa8Wr14JEKqy4nZBtyv%2BCJ91Wx1KgSl4ZI%2FwVSLM0xy65ICERVoLkwQzJdCDGFUhtbgGRBVo59ARPT7on4qViTcNJZn0AmBTEUjiX63iZcwYzepgxLdO7PnbBj86bDJDW%2FEnEcIXVa%2BdYRXFqyGQXap8%2FJ%2B1FAceAKft9ZSbpX%2FG9NQmuQ%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

**

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJQyGsjDaLLIeNGHhZ9sJ8kTYyoo6T9y0iaHIT8vjYhWWkdIkc%2BLlbGRIxJ3AIcF0EyqyNSo5mfaxcWo6kLvgGZ%2FfIq9AX5TCQTjNSb4O38cke0rQHG9fE4rdCbrciGOpald2m1usujoyrr9Op3Pm2S0OBVHnW51kD5X9jlE1kbE%2BoTLl2F0I5JJUNMley%2Bt%2F4SXY5peYb5KVW2D7eo%2FRAdq2ZCPH8%3D&webInteractiveContentId=212252923295&portalId=8302174)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

**

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKJ5EEp0S5AEx2mDQX3SnWs3mswo9GCdpo2TyfTBTKV%2BUOzBWm9doNu3BHpljUOBmLueRQvlZus%2B9zUxjXchVAbhFJw9wZ58a4jLHp%2B5uQ8EYhe9ij3Sjik6JuodoWbzjts%2Fy4naxC6RgZSp%2FkpRDMbYTNn9cMZ93qi1CgZyiisV%2F8xmlKuaNTI9zrZKgVi2L0squk5gDAki0xAAKdd9fFqqin0pJlJyQ8%3D&webInteractiveContentId=212198816260&portalId=8302174)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

**

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIR39EOQapZekIK1jqoIbZ9%2FO1e1yl%2BOWZbxyXYTvgErZA4X3zKjXR1rG%2Bmmv8slm5Mqw5bN9xpijxxwCNAmfmrNUMDkgGpYCYRi3TYn8cLGK7Kam%2FvyFFGNz4MNly3nigsvZZlrIEdxoPyzSEBuma6K4wNUBJ9%2FYNMpvcOJFckrYvPwREDdaNGhVAIb%2Br9uGeEOoNbUDaoUDr0bxn1WLEbhnl7z7s%3D&webInteractiveContentId=185825394774&portalId=8302174)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ2UTf0JnPU1kEDU8knShBoxg9GDa8Wr14JEKqy4nZBtyv%2BCJ91Wx1KgSl4ZI%2FwVSLM0xy65ICERVoLkwQzJdCDGFUhtbgGRBVo59ARPT7on4qViTcNJZn0AmBTEUjiX63iZcwYzepgxLdO7PnbBj86bDJDW%2FEnEcIXVa%2BdYRXFqyGQXap8%2FJ%2B1FAceAKft9ZSbpX%2FG9NQmuQ%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

**

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJu8ihVFeUNyyKa%2FAOwYZdfSjnhpTaR%2BrJcDHz5AaxgAIvOEAbeb59GSYlw0l2PokMRf7YSyi%2B9a44JonYto0MuQjcki0raDNmEy1u4%2F3XsGTlvglnzlKMrr8D16bcsJkpyXWFU5F2U8v1ji%2BIdkk8z0w3v6%2FfHZ2eXj93nPFaZRHdMV2mT0SRwoHyCj25XMTtrFMejVm5ykTut72Y%3D&webInteractiveContentId=210017685433&portalId=8302174)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

**

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIDaSg8PVIgWGMqSCnDnZjzx0URHDA%2Fe%2BnI6AdsPlTiySvT7XWMSpzP9HoXrDir8XViL8ZlJ3qbUf9jNbNpzKq5pFPnKoRslxKEXlQh%2FsVr%2F%2Bi5mrCwyuxXPDDqvqREBgR41cLP69jievjE99YK7YpvNUaepL9hiG8m9BNAQ1alfg%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

### Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

**

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKI3dlTyHbUCoT4PXQV59e2pWGKm84T4fTHPD8W5wanwy72umpUu4n%2FKKf1Q3lpSZQ%2FV2JMU%2F7RqvQD6%2BJhmSgFXGoY1NM6D5q8%2FCJJ%2FRT0SDgvw4vM1p305SLlwlQIu5X0eoA54JaCsg3X0qCjuYiKWjZnAP4wes9pkzyt1CBBsBB4WwvojV38xdvtZQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

**

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJlWWihuM2xWaABC4K8GmHb9iCMYOiT0ceabu1iFtZ0MhvKCut1ylH35875RprydsYP%2BrCV%2FuZnl14%2FuoHFcX5PAUb5MweUt%2FB8D5UgxA7lQBS3OMbolCIPa%2FQMkDGF7TIqFukT3Jx1ayfkNQAXc8KaH9yHi9BqUZ65kokB&webInteractiveContentId=185786401415&portalId=8302174)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

**

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLpvUul%2BXtb73Hg92%2BIpH5L%2Bi42pjO27ERJ1cqvBMD519hFhshwQcJKwXnXmWInHvts1H5NozbZs%2BqhOTGGdwv%2FRTJIOxpqiGIxOca3f2H4ESvig1HlgGMcao4mHkNmwrGzUw0K2id6oC3qN9lPtf8b76Elkv1UMkPkoJy17wOxA9odxlHCcCATKQ%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

**

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLS8IJJGOyw02slBsJhm2MfvuPCsbq%2BvhTUplzepROLKPEAFsh6EAVWF%2FIWBhKS5FC1QHE4aOb181wmVl42pKzpq1vT8Im4wdfHt8Yqn3g0r6nzrPUiK9LGOncv94JmlPZoqmdks6Izbzww%2BG9FaS6mdQFcWKZmTS8BM%2B1u%2BQgpzjOJrpfX1jdrxyt5bf7V4YClmwk9Nw%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

**

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ%2FXRVrvV7BpxeuEQXROB0CB5Yk4qzLwVy7bswniF6tBTbUL4sHCBLEIx6UltZbefKMLFkEuACtpua1W%2B5pwtLNswf8AwvOARGD68UBEtalbR%2Fxs6b%2FYmjD3QHm99HGkIYD2KQ3EtIJ3eQe4fuqBKKbPXLABcfLreE5I14ZK%2BoQDOLJ0NozR8t6tw%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

[ Services ](https://www.rayven.io/services)

**

### Overview

[ Services Overview           ](https://www.rayven.io/services)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

### Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLumoQyWPBYBwfyeDHstsw0RUOOPcGI2HlpYvPNSPprIhozrg136SMTfe3dhAvBBaEv6jP95GD1X3OCBcT4zXo8K%2B5lFWgFQG85ZMm2iVwwIs%2BIZ6SRoHYlKGjVYKDiXFkPpTYHb%2FYbYcfcfRlaigDO4VWCWrqoJ5hHvVOH8Tz%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

**

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### Our Company

[ About Rayven ](https://www.rayven.io/about)

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Blogs

# Fill your software's Industry 4.0, real-time data + integration capability gaps

 Rayven, 19 July 2023

Bridge Your Industry 4.0 + Integration Capability Gaps | Rayven

4:37

As someone involved in IT and technology at your company, you're constantly challenged to balance the needs of today with the possibilities of tomorrow, making strategic decisions that propel your company and its products into the future.

You're almost certainly acutely aware of your software's capability gap when it comes to real-time data and Industry 4.0 functionality. To bridge it and to strengthen your offering, you need to tap into the power of a hybrid platform, like our [full-stack Rayven platform](https://www.rayven.io/rayven-full-stack-platform).

## **The pathways to capability augmentation.**

The quest for capability augmentation can take two paths. The first involves using an integrated platform as a new foundation for your existing technology stack. The second route is to offer all-new end-to-end solutions via syndicated applications:

### **Route 1: Reinforcing the foundation**

The advantage of this approach is that it minimises disruption. By building upon your existing tech stack, you add capabilities without uprooting the current software architecture.

How does this work in practice? You can take a full-stack platform, like Rayven's, and use it to plug the holes in your system's capabilities. This platform is completely interoperable, meaning you can sit your software on top of it so, whilst Rayven collects, analyses, and takes action upon real-time data, it feeds that information through to your software at the frontend.

What's more, these platforms come with robust AI components that enable predictive analytics, machine learning, and more. This not only strengthens your offerings instantly, but shows customers that you're responsive and adaptive, using cutting-edge technology to improve their experience.

### **Route 2: The syndicated application approach**

The second approach involves offering new end-to-end IoT solutions and Industry 4.0 applications via [syndicated applications](https://www.rayven.io/blog/why-syndicated-applications-better). This route might seem daunting, but syndicated applications simplify the process.

Syndicated applications are pre-packaged, repeatable deployments of platforms (complete with front-end applications) with prebuilt components that are designed to fulfil [common industrial use-cases](https://www.rayven.io/iot-solutions), which can then be tailored to meet individual business’ needs. In English: a supplier works with another business to create software (on an underlying [IoT platform](https://www.rayven.io/iot-platform)) which they can deploy and customise for multiple customers.

It simplifies deployments, reduces time to market, and outsources maintenance and support to someone else. You're also simplifying you technology stack, making it more secure, and future-proofing your offering: you wouldn't develop your own CRM platform today, and in time, this will be the same situation with data, AI + [IoT platforms](https://www.rayven.io/iot-platform).

## **Comparing the two approaches.**

Both routes offer distinct benefits, but your choice should depend on your company's specific needs, strategy, and available resources.

The foundation reinforcement route is optimal if you want minimal disruption and a gradual transition towards an Industry 4.0 ready offering, however could become complicated in time and lead to 2-speed development as the underlying platform's capabilities grow faster than the front-end.

The syndicated application route, on the other hand, is a bolder approach that allows you to deliver cutting-edge solutions to your customers more quickly, with long-term cost and efficiency savings.

## **The impact on you.**

Regardless of the route you choose, the outcome will have a profound impact on your role.

You'll be at the helm of transformative projects, guiding your team and the wider business through uncharted waters towards a future where your software's capability gap is no longer a hindrance but a thing of the past. You'll gain the satisfaction of seeing your strategies bear fruit, establishing yourself as a forward-thinking leader.

Closing your software's capability gap is not only necessary but advantageous. By leveraging a hybrid platform, like the [Rayven Platform](https://www.rayven.io/rayven-platform), you have the opportunity to augment your software's capabilities, strengthen your company's product offerings, and propel your career forward. There's no time like the present to start this journey and to redefine what's possible with your software.

Rayven can help you end-to-end with not just the technology, but the strategic vision, development, deployment, and scaling. [Speak to us today](https://www.rayven.io/contact) and discover what more you can do for your customers (and your business), fast and simply.

#### Tags

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Rayven Rayven is a world-leading integrated data, AI + IoT technology company, providing industrial businesses with the IoT platform and prebuilt Industry 4.0 solutions that they need to increase productivity, efficiency, and improve decision-making.

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### Explore further related content:

<https://www.rayven.io/blog/why-syndicated-applications-better>

Blogs

## [Why Syndicated Apps are Better than your own IoT Software](https://www.rayven.io/blog/why-syndicated-applications-better)

 Developing, maintaining, and improving your own proprietary software is expensive.[Read More](https://www.rayven.io/blog/why-syndicated-applications-better)

<https://www.rayven.io/blog/reduce-your-software-development-and-support-costs-to-zero>

Blogs

## [Reduce your IoT Software Development and Support Costs to Zero](https://www.rayven.io/blog/reduce-your-software-development-and-support-costs-to-zero)

 Both customers and their suppliers are under constant pressure to increase efficiency, reduce costs, and stay one step ahead of the competition.[Read More](https://www.rayven.io/blog/reduce-your-software-development-and-support-costs-to-zero)

<https://www.rayven.io/blog/the-transformation-challenge-and-syndicated-application-opportunity>

Blogs

## [The transformation challenge and syndicated application opportunity](https://www.rayven.io/blog/the-transformation-challenge-and-syndicated-application-opportunity)

 Industrial suppliers with huge amounts of knowledge in their sectors are at risk because of the evolution and commoditisation of Industry 3.0 and Industry 4.0...[Read More](https://www.rayven.io/blog/the-transformation-challenge-and-syndicated-application-opportunity)

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<https://www.rayven.io/blog/fill-your-softwares-industry-4.0-real-time-data-integration-capability-gaps#body> 

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